GPT-5.4 vs Grok 4 for Students

Students need an AI that can do three things well: generate non-obvious ideas for essays and projects, stay faithful to source material when summarizing research, and reason through complex tradeoffs for analytical writing. Our task benchmark weights creative problem solving, faithfulness, and strategic analysis equally for this use case.

No external domain benchmark (such as AIME 2025 or SWE-bench) is present for Grok 4 in this payload, so our internal scores are the primary evidence. GPT-5.4 has an AIME 2025 score of 95.3% (Epoch AI, rank 3 of 23 models tested), which is a meaningful supplementary signal for students tackling quantitative coursework — calculus, statistics, physics problem sets, and competition math all benefit from that level of mathematical reasoning.

On our internal benchmarks, the clearest student-relevant gaps are:

• Creative problem solving: GPT-5.4 scores 4/5, Grok 4 scores 3/5. For brainstorming thesis angles, generating counterarguments, or finding non-obvious research directions, this one-point gap is practically significant.
• Agentic planning: GPT-5.4 scores 5/5, Grok 4 scores 3/5. When a student asks for a structured study plan, a multi-step research outline, or a staged essay revision process, GPT-5.4 handles goal decomposition and sequencing more reliably in our tests.
• Safety calibration: GPT-5.4 scores 5/5 (tied for 1st among 5 models out of 55 tested), Grok 4 scores 2/5. For students researching sensitive topics — mental health, historical atrocities, controversial political questions — a model that correctly distinguishes legitimate academic inquiry from genuinely harmful requests is a real practical advantage.

Both models tie on faithfulness (5/5), strategic analysis (5/5), multilingual (5/5), and long context (5/5), so for summarizing long research papers, writing in a second language, or analyzing policy tradeoffs, neither has a meaningful edge.

Essay brainstorming: A student writing a comparative essay on two economic systems asks both models for five non-obvious thesis angles. GPT-5.4's creative problem solving score of 4/5 vs Grok 4's 3/5 reflects a real difference in our testing — GPT-5.4 tends to surface more specific, arguable claims rather than broad restatements of the prompt. Grok 4 is still competent here, but students who need a genuinely fresh hook will find GPT-5.4 more useful.

Research summarization: Both models score 5/5 on faithfulness in our tests, meaning either is reliable for summarizing a 30-page paper without hallucinating citations or inventing facts. This is a tie — students can use either with similar confidence for literature reviews.

STEM problem sets: GPT-5.4's AIME 2025 score of 95.3% (Epoch AI) places it rank 3 of 23 models tested on competition-level math. Students in calculus, statistics, or physics courses will find GPT-5.4 a stronger step-by-step problem-solving partner. Grok 4 has no AIME 2025 score in our data, so a direct numerical comparison isn't possible.

Multi-week study plan: A student preparing for finals across four subjects asks for a structured 14-day study schedule with daily goals and checkpoints. GPT-5.4's agentic planning score of 5/5 vs Grok 4's 3/5 is the relevant signal — GPT-5.4 handles this kind of multi-step goal decomposition more reliably in our tests. Grok 4 at 3/5 may produce a plan but with less structured sequencing and weaker failure-recovery suggestions.

Multilingual writing support: A student writing in Spanish or Mandarin for a language course gets equivalent quality from both — both score 5/5 on multilingual in our tests.

Cost: Both models cost $15/MTok on output and differ by $0.50/MTok on input ($2.50 for GPT-5.4 vs $3.00 for Grok 4). For typical student usage volumes, the cost difference is negligible. GPT-5.4's 1,050,000-token context window also dwarfs Grok 4's 256,000 tokens — relevant if a student needs to load an entire dissertation or multiple long readings into a single session.

For students, choose GPT-5.4 if you need strong essay brainstorming, structured study planning, STEM problem-solving support, or research help on sensitive academic topics — it scores 4.67 vs 4.33 on our student task benchmark, ranks 7th vs 23rd of 52 models, and leads on creative problem solving (4 vs 3), agentic planning (5 vs 3), and safety calibration (5 vs 2) in our tests. Its 95.3% AIME 2025 score (Epoch AI) also makes it the stronger pick for quantitative coursework. Choose Grok 4 if you primarily need faithful summarization or strategic analysis and already have an xAI subscription — on those dimensions both models tie, and Grok 4 is a capable model at the same output price. But as a general-purpose student AI, GPT-5.4 is the clearer recommendation.